Printer Friendly

SHELLFISH AQUACULTURE MAP VIEWERS: AN ASSESSMENT OF DESIGN, DATA, AND FUNCTIONS TO INFORM PLANNING AND SITING IN THE UNITED STATES.

INTRODUCTION

With an annual growth rate of approximately 13%, marine aquaculture is the fasting growing fisheries sector in the United States, and globally aquaculture has surpassed capture fisheries in the total seafood production (NMFS 2017, FAO 2018). Industry growth in U.S. waters is viewed as a mechanism to meet the demand for fresh, local seafood (Knapp & Rubino 2016, Lester et al. 2018), while also decreasing the seafood trade deficit ($US16.1 billion in 2017-NMFS 2017, 2018). The opportunity for continued sustainable aquaculture expansion in U.S. waters requires coastal managers to evaluate where the aquaculture industry fits within the context of existing coastal, estuarine, and ocean uses (e.g., transportation, recreation, fishing, mining, military, and energy) and ecosystems (e.g., protected species, sensitive habitats, and water quality) (Calado et al. 2010, Aguilar-Manjarrez, Kapetsky & Soto 2010, Anderson et al. 2015, Aguilar-Manjarrez et al. 2017, Gentry et al. 2017). Aquaculture production of oysters, clams, and mussels in the United States, herein referred to as bivalve shellfish, has been an area of significant industry growth over the past decade (Fig. 1; O'Connell 2018). This trend is expected to increase, with Massachusetts and Washington states now cleared to export shellfish to Europe (e.g., the Netherlands and Spain) (FDA 2018). Beyond contributing to the U.S. seafood supply and enhancing the economic viability of working waterfronts, a growing body of evidence suggests shellfish aquaculture can provide valuable ecosystem services, including water filtration (i.e., nutrient and particulate reduction) and provision of important habitat critical to life stages of fishery species (Shumway 2011, Gentry et al. 2019).

Most marine aquaculture production (by value) in the United States comprises bivalve shellfish aquaculture within estuarine and coastal ocean areas (Fig. 1) (NMFS 2017). Many coastal states have shellfish aquaculture industries, government agencies tasked with sector management, and established regulations to protect both ecosystem and human health (NSSP 2015). Increasingly, zonal and other spatial planning approaches for aquaculture management are being evaluated domestically and internationally to improve sector performance and minimize risks to human and environmental health or social conflict (Aguilar-Manjarrez et al. 2017). One long-standing example of spatial management of shellfish aquaculture within the United States is designation of harvest areas and rainfall-driven closures to reduce human health risks (NSSP 2015). Recent technological innovations allow managers to better communicate human health risks and rainfall-driven closures in a timely manner, where other environmental or spatial use conflicts are likely to arise (Conte and Ahmadi 2017, USEPA 2018), or where ecosystem service benefits of aquaculture may be realized (Carlozo 2014).

Implementation of marine spatial planning and web-based communication tools can improve aquaculture management and industry development processes--enhancing sector performance, minimizing negative interactions, and maximizing potential for ecosystem and community benefits (Longdill et al. 2008, Ptnarbas et al. 2017, Stelzenmuller et al. 2017). One of the most important spatiotemporal elements to shellfish aquaculture management is designation of shellfish harvest areas (SHA), with the goal of sanitary control of shellfish produced and sold for human consumption (NSSP 2017). Shellfish harvest areas are managed by states using standards and requirements set by the National Shellfish Sanitation Program (NSSP 2017). These areas are regularly sampled for pathogens, toxigenic microalgae, chemicals, and other dangerous substances from the surrounding waters, which may bioaccumulate in filter-feeding bivalves. The SHA program aims to prevent the harvest of contaminated shellfish (NSSP 2017). Tracking the status of these areas requires monitoring for bacterial contamination to make timely decisions regarding an area based on the level, type, and frequency of contamination and to subsequently communicate status to the public and shellfish harvesters, processors, and dealers.

Geographic information systems (GIS) and other spatial planning tools allow aquaculture applicants, coastal managers, and other stakeholders access to spatial information to guide aquaculture business and regulatory decision-making (Stelzenmuller et al. 2017). Increasingly, web-based spatial decision support tools allow this information to be more widely and publicly available--taking the form of easily accessible map viewers. Prospective aquaculture applicants and coastal managers must navigate a myriad of decisions (e.g., harvest area classification, distance to port, current speed, depth, and seawater temperature) to identify a viable location for siting and permitting of an operation (O'Connell 2018). Many planning decisions rely on spatially referenced data, analytical tools, and decision support systems to explore options (Stelzenmuller et al. 2017). Map viewers act as decision support systems to standardize spatial data for decision-making. Potential spatial interactions, including environmental (e.g., distribution of protected species and sensitive habitats), space-use (e.g., fishing, navigational channels, and oil and gas operations), and general compatibility, are incorporated within these planning tools (Longdill et al. 2008), providing instant access to spatial data. These data can be viewed to identify compatible locations for siting of aquaculture operations, minimizing potential risks and meeting certain parameter thresholds for optimizing aquaculture production.

This study provides a synthesis of web-based GIS decision support tools (map viewers) to provide guidance for permitting and development of shellfish aquaculture in state waters across the United States. With the growing trend in online GIS tools, web-based interactive map viewers have become an increasingly important tool for state shellfish farmers and managers to identify opportunity and communicate critical regulatory, space-use, and natural resource information for shellfish aquaculture. Some discontinuity exists among map viewers, as each state not only has varying priorities but also may not have all relevant data for informed decision-making. In this study, 18 shellfish aquaculture map viewers were reviewed to identify architectures, inventory data layers and functionalities, and other considerations for developing these tools. This study offers important insights for coastal managers to consider as they explore new, and potentially improved, methods to best communicate shellfish planning and permitting information for use within their communities. Although the study analyzed shellfish aquaculture map viewers, there are broader implications into how to successfully plan, develop, and execute (in the long-term) an online map viewer for coastal and marine spatial planning

METHODS

Search Methods for State Shellfish Map Viewers

A detailed web search conducted from January through August 2018 of all U.S. states with marine coastal boundaries to inventory state-level shellfish aquaculture map viewer was in place and accessible. Search terms included "state name," "shellfish aquaculture," "shellfish tool," "aquaculture shellfish permitting," "aquaculture shellfish map," "map viewer," "map atlas," "shellfish approved areas," and "shellfish siting opportunity." A total of 18 shellfish aquaculture map viewers were identified, as some states had more than one relevant map viewer (i.e., Virginia, Massachusetts). Each map viewer reviewed was specifically targeting shellfish aquaculture in the state. Data were collected on design and architectural approaches, number of layers, types of layers, integrated functions, and overall ease of use (e.g., user tutorials). All data were cataloged in Microsoft Excel, product version 16.0, to perform descriptive statistics for relative comparison of all reviewed shellfish map viewers. Descriptive statistics were needed to determine the relative presence and number of layers, and to determine common and unique functions among shellfish map viewers. Assessment of these shellfish viewers aids states in determining if each viewer has all aquaculture-relevant layers and if additional layers and functions could improve map viewer capabilities for users.

RESULTS

Sixteen coastal states were identified as having shellfish aquaculture map viewers, whereas seven coastal states did not have shellfish aquaculture map viewers during the period of analysis (i.e., Florida, Mississippi, Louisiana, California, Oregon, Alaska, and Hawaii (Fig. 2). Of those 16 states with viewers, two had multiple viewers that were included in this review. For example, in Massachusetts, the state has shellfish layers embedded into a larger state map viewer and also has a new stand-alone shellfish map viewer. In Virginia, one map viewer focused on the Virginia side of the Chesapeake Bay, whereas the other focused on the Chesapeake Bay as a whole.

As discussed in greater detail in the following text, the most common architectural approaches reviewed were from Esri and Google platforms. There were also more sophisticated custom-scripted architectures used for some state's viewer(s). On average, each viewer contained about 16 data layers, with Connecticut having the most layers (27 layers), followed closely by New Jersey (26 layers), Alabama (22 layers), the stand-alone Massachusetts viewer (22 layers), Washington (21 layers), North Carolina (21 layers), and Maryland (20 layers). The viewer with the least number of data layers (3 layers) was Delaware. "View orthoimagery," "toggle data layers," "change basemap," and "print and save" were the most common functions, occurring in 94%, 89%, 78%, and 78% of viewers, respectively. More refined functions, such as "draw lease area tool" and "query data tool," were only present in one or two viewers.

Map Viewer Functions

During the review process, data were gathered on the basic functions found in each map viewer (e.g., view orthoimagery and toggle layers) and those unique to certain tools (e.g., export data and query). The frequency of these functions within the reviewed shellfish aquaculture map viewers (i.e., percentage of map viewers possessing a giving function) is presented to convey common versus more rare functions available within these viewers' occurrence of function among viewers (Fig. 3). The more basic functions, such as a "basemap selection," "pan," or a "draw and measure" tool, are found in most of the viewers and are essential for creating a user-friendly map viewer. More advanced tools included data analytical tools, such as an "export data" or a "draw lease area" tool, and were only available in some of the more sophisticated viewers. Other examples of more advanced map viewer tools include the ability to import or export data to and from the viewer, the ability to query individual data layers and draw prospective lease areas, and the ability to share map information via a link or automated report. These tools provide users with the opportunity for a higher level of engagement, analysis, and synthesis of geospatial data pertinent to shellfish aquaculture siting and permitting.

Although advanced tools are beneficial in the site screening process, they are not essential for creating a functional map viewer for users. Many of the advanced tools reviewed (Fig. 3) are available through the Esri Web AppBuilder, a common platform for building map viewers. Although 7 of 18 map viewers (39%) were developed using Esri Web AppBuilder, very few have implemented advanced tools. As described within "Section four Case Studies" in the following text, the Connecticut Aquaculture Mapping Atlas included a custom developed tool for drawing prospective lease area boundaries. Development and incorporation of custom tools can add value to the functionality of shellfish aquaculture map viewers to inform the siting and permitting process.

User guides or tutorials are a vital component of any map viewer to ensure users are able to readily access and use the map viewer and its functionalities (Fu 2016). Although online GIS tools are becoming increasingly prevalent, many of the users of these web-based map viewers may not have a strong foundation of GIS knowledge or experience. About half (56%) of the reviewed shellfish aquaculture map viewers include a tutorial in some format. User guides within some of the reviewed map viewers included those in the form of a downloadable PDF, a tutorial video, or an Esri Story Map. It is also recommended that the map viewer developers state the best web browser to use the tool in, and it should only be viewed on the computer, not additional smart devices.

Data Layers

Data layers within map viewers were identified, synthesized, and divided into eight distinct planning categories: (1) infrastructure, (2) shellfish resources, (3) oceanographic/biophysical, (4) biological, (5) geomorphological, (6) cultural, (7) administrative, and (8) imagery (Fig. 4). The most common data layer themes were biological, industrial, and shellfish-specific layers (i.e., related to shellfish aquaculture rules and regulations in that state). Examples of common shellfish-specific layers include SHA and commercial shellfish-growing areas. Oceanographic (e.g., depth and sea surface temperature) data layers were present in 78% of reviewed map viewers. Infrastructure or industry-related data were identified within 78% of map viewers. Administrative boundaries, including those specific to shellfish regulation or sanitation or those delineating state waters, were present in 100% of viewers. Biological data layers (e.g., distribution of essential fish habitat, hard bottom habitat, and submerged aquatic vegetation) were also cornmonly found in the reviewed map viewers. Aerial imagery (in some cases, IR imagery) was present within in 95% of map viewers. Few shellfish aquaculture map viewers contained geomorphological data, and none contained cultural data (e.g., archeologically sensitive areas and tribal areas).

Other important data constraints within shellfish aquaculture map viewers include those related to recreation, transportation, commercial fishing, dredging, beach nourishment, and other existing aquaculture operations. Data representing regionally specific considerations (e.g., special use areas for certain regional industries or activities) require adequate representation within map viewers, as well. Incorporation of existing infrastructure and other space-use factors imposing risk to shellfish aquaculture development also deserves consideration for inclusion.

Oceanographic, biological, and geomorphological data layers can also be included within shellfish aquaculture map viewers to provide additional utility in the siting process for prospective shellfish permit applicants. Oceanographic data are not necessary for determining if shellfish aquaculture can be sited in a particular area, but these data can be useful in determining the types of conditions shellfish aquaculture operations may face. For example, the range of salinity, food availability (e.g., chlorophyll a), current speed, and dissolved oxygen concentrations present at a particular site can inform compatibility for cultivation of specific shellfish species (Cho 2012). Geomorphological data, such as surficial sediment type (e.g., sand and mud), aid determination of seafloor composition for basic gear compatibility (Longdill et al. 2008). Biological layers can reveal species occurrence in an area, particularly in the case of critical or important habitat for threatened or endangered species. In some cases, areas such as marine protected areas or essential fish habitat may have fishing restrictions pertaining to aquaculture. For example, commercial and recreational fishing-prohibited areas may exclude aquaculture from occurring in those areas.

Shellfish-specific resource data are often included in map viewers to display other existing shellfish aquaculture infrastructure, SHA, commercial shellfish leases, or other regulated areas for shellfish aquaculture (e.g., Texas Shellfish Harvest Area Viewer, Virginia Chesapeake Bay Map; Appendix 1). This improves the efficiency in management, ascertaining opportunity, and planning and permitting.

Importantly, data integration into a map viewer may be completed using data on a local server or data that are served through map services. Map services have a different host, which may be limiting if services are unstable or stops responding, rendering the layer useless in the map viewer. Most software allows for easy integration and organization of data layers, but some have limitations as to the amount of data you can input or the type of data (raster or vector) in the development. For instance, if a data layer has a high number (>100,000) of point files associated with it, then the developer must work to optimize how the layer is served (e.g., tiled and cached) to improve map viewer performance This highlights the benefit of integrating custom data or data obtained from other sources, and serving from a known stable server.

Map Viewer Architecture and Design

All of the map viewers examined in this study incorporated similar design characteristics including a flexible interface. Developers may interact with the map viewer tool overtime concerning maintenance, performance, technical support, design updates, errors, and reporting options. Many architectures are built to allow for developers to work toward increased speeds and performance, and allow for easy integration of needed data to make the front-end component highly functional for the user. It is recommended to determine upfront if the map viewer will be displaying data with a depth component, as a unique way to visualize the data may need to be scripted in. Finally, choosing a program to track user statistics, and integrating a feedback mechanism are important for improving and monitoring the map viewer built over time.

If an Esri license is available (Esri 2018), one of the most user-friendly and cost-effective map viewer tools available is the Esri Web AppBuilder--the largest percentage (39%) of the reviewed shellfish aquaculture map viewer platforms currently use this framework. In addition to Esri Web AppBuilder, other Esri products, including ArcGIS Server and ArcGIS API (i.e., Application Programing Interface) were used for 28% of the map viewer platforms. Prepackaged development tools, such as the Esri Web AppBuilder, may reduce the need for maintenance and associated costs, as much of the maintenance to the underlying software infrastructure is conducted by the software provider in an automated fashion. Other platforms available to develop a map viewer include Google-based platforms, private websites such as Maptive (https://www.maptive.com/) or Mapbox (https://www.mapbox.com/), or open-source software (e.g., R Shiny and PostGIS) applications. Google-based and custom applications constitute 33.3% of the reviewed map viewer platforms. Custom applications--which offer the advantage of a more customizable and flexible design for map viewers and associated features--generally require a higher level of technical expertise, requiring in many cases increased maintenance needs and associated costs in the long term.

CASE STUDY EXAMPLES

The case studies described in the following texts, including the Connecticut Aquaculture Mapping Atlas and the Massachusetts Shellfish Aquaculture Siting Tool (MA-ShellfAST), represent diverse examples of state-level shellfish aquaculture map viewers that vary in age, architecture and design, data types included, and overall map viewer objective. Comparisons of these two differing approaches illustrate how flexible shellfish aquaculture map viewers can be while still conveying important permitting information.

Connecticut Aquaculture Mapping Atlas

The Connecticut Aquaculture Mapping Atlas (CLEAR 2018) is a sophisticated example of a stand-alone map viewer built specifically for aiding in shellfish aquaculture site selection and permitting decisions within Connecticut state waters (Fig. 5). The shellfish industry in Connecticut generates about $30 million annually and 300 jobs for the state (CDA 2011). The application was developed by the University of Connecticut's Center for Land Use Education and Research and the Connecticut Sea Grant Program, in collaboration with the Connecticut Department of Agriculture, Bureau of Aquaculture. This is an example of moderately custom-built application, using GEOCORTEX Essentials, allowing for expansion of options for Esri products, including Web AppBuilder. The site is hosted through Connecticut Environmental Conditions Online. Intended to be a resource for local and state government industry managers and aquaculture farmers, the data and the tools integrated into the application are specific to shellfish aquaculture siting, rules, and regulations for Connecticut (CLEAR 2018).

In addition to emphasizing data that are particularly relevant to the state's shellfish industry, the application has custom-built tools to aid in the planning process for shellfish aquaculture siting. Examples of shellfish-specific data layers include mapping existing shellfish beds by category (statemanaged, town-managed, recreational, and natural), shellfish restriction classification areas, and shellfish jurisdiction lines. A tool unique to this viewer is the "Lease & Gear Area" toolset, which allows the user to (1) plot unique coordinates or areas, (2) draw area, and (3) print maps for required figures for shellfish lease applications. Other unique features include data filter, query, upload functions, and a function to export graphics to a GIS shapefile (Fig. 5).

MA-ShellfAST

The MA-ShellfAST (NEAQ 2018) is a recently released (2018) shellfish web application that was created collaboratively and with a steering committee with numerous members from government and nongovernmental agencies, and those who had constructed shellfish map viewers previously (Fig. 6; CLEAR 2018). The goal of the web application is to provide integrated spatial information and guidance to shellfish growers and agencies to inform siting and permitting decisions. MA-ShellfAST allows users to evaluate potential shellfish aquaculture sites based on geospatial data relevant to environmental factors, human use constraints, and regulatory information. The application was built using the Esri Web AppBuilder, similar to many other state shellfish viewers across the country. In addition to using the Web AppBuilder, the user is introduced to the map viewer using an Esri Story Map, which creates a dynamic and interactive web-based guide to the application.

MA-ShellfAST focuses on boundaries and management zones important for consideration when siting and permitting shellfish aquaculture operations, integrating both relevant data for aquaculture site screening and also policy information specific to a given county or area of interest to aid the user in navigating the permitting process. Some integrated layers include historic and current eelgrass bed distribution, coastal boat launch locations, submarine cable locations, areas of critical environmental concern, and North Atlantic right whale critical habitat distribution. Shellfish aquaculture--relevant layers in this application include shellfish suitability areas, designated shellfish growing areas, and onshore and offshore boundaries for coastal town permitting for aquaculture. In addition to providing relevant data, the map viewer also provides legal documentation to educate and assist users in the planning process before applying for a permit. The intention of providing an accurate and accessible description of relevant laws and regulations for shellfish aquaculture within MA-ShellfAST is (1) to provide prospective growers the legal and regulatory context for shellfish aquaculture permitting in Massachusetts and (2) to aid in understanding shellfish aquaculture licensing, navigation, and wetlands requirements in Massachusetts coastal municipalities. Within the map viewer, shellfish aquaculture-relevant data layers (e.g., designated growing areas) have pop-ups with the specific laws and regulations for each municipality.

The MA-ShellfAST provides a variety of similar functions as the Connecticut Aquaculture Mapping Atlas that enhances usability and relevance of the information provided by the tool for siting and permitting decisions. For example, the tool allows the user to draw an area within the integrated map viewer and export the coordinates to a spreadsheet file--this functionality allows users to save this information for inclusion within a permit application.

CONCLUSIONS

Recommended Best Practices for Shellfish Aquaculture Map Viewers

General Considerations before the Development of a Shellfish Aquaculture Map Viewer

When effectively implemented, online interactive map viewers support sound planning decisions, can offer timely risk-based updates to the public, and can enhance the likelihood of success of commercial aquaculture management initiatives. Any web-based communication tool--particularly in the case of map viewers--needs to have a clearly predefined target audience to ensure the tool is most effective and includes useful information and data that are well conveyed (Greenhawk 2013). Functionality and data layers require definition and discussion with key stakeholders and potential users before development, with all data obtained from authoritative sources (e.g., state and federal government sources). With regard to selection of a platform or interface to build the map viewer on, this decision should be guided by funding availability (both short term and long term), necessary expertise, and requirements for long-term maintenance. Need, cost, time, and resources, and upkeep requirements are all important considerations when deciding what type of map viewer is appropriate for a given application or audience.

Architecture and Development Platform

When developing a shellfish aquaculture map viewer, the platform, and architecture for application development, the build structure can be determined through consideration of (1) funding availability, both in the short-term and long-term; (2) availability of GIS and programing expertise for the development and maintenance; and (3) the plan for maintenance of the viewer. Funding availability impacts which software platforms will be accessible for development of the map viewer in the short term. The availability of long-term funding sources is important for determining if the development platform can have more complexity, as custom designs are often more costly to maintain. In addition to funding considerations, the availability of GIS and software development skills of employees or partners on the project will define the components of the tool's development that will need to be outsourced to GIS and programing specialists. It is recommended the map viewer's level of intricacy should be scaled depending on human capital available to facilitate routine maintenance of the map viewer, associated data, field technical questions from users, and get alerts when issues occur with the map viewer.

Need

Depending on the target audience for a given shellfish aquaculture map viewer, the need can be multifaceted or can be targeted toward communication of a single theme (e.g., shellfish closures). Often, need can be assessed through surveys and focus groups comprising vested stakeholders (e.g., prospective leaseholders). Outlining and defining the need for a map viewer can inform the required level of complexity for a given viewer, the data included, and the tools available within it. In some instances, shellfish aquaculture data are embedded into broader, more general map viewers or those that are regional in nature (e.g., Northeast Ocean Data Portal--https://www.northeastoceandata.org/). In these instances, the assumed need is relatively small as data of relevance to shellfish aquaculture that are incorporated within these tools are often difficult to find and use for decision-making, or the need is simply to view aquaculture in the context of other ocean uses. If the actual planning need is greater, this may represent a communication gap between managers and stakeholders. Shellfish aquaculture map viewers themselves vary depending on the identified goal and need, with some map viewers integrating data layers focused on mitigating and minimizing human health and environmental risk and/or interactions with protected species and biologically important coastal and ocean areas (e.g., Delaware Shellfish Advisory Map; Appendix 1), whereas others emphasize opportunity for aquaculture (e.g., Alabama Shellfish Aquaculture Siting Tool; Appendix 1). Assessing need helps to determine the complexity and operational layers within the viewer.

Cost and Budgeting

Costs are an essential consideration when determining how best to develop a shellfish aquaculture map viewer to meet the expected user's needs. Many states have tried to deliver the benefits of a map viewer with sophisticated GIS data with a limited budget for construction and maintenance activities. For most, the amount of available funding dedicated to the project and the number of years of available funding will ultimately dictate the possible scope of the map viewer. Priorities in terms of functionality, data, and tools should be used to define the overall project budget to ensure the parameters deemed most important are included in the map viewer. If integration can occur within another larger map viewer with long-term funding, it may be possible to develop more powerful custom-built applications, tools, and shellfish aquaculture-relevant datasets that will require a higher level of maintenance and upkeep. For example, the Connecticut Aquaculture Mapping Atlas has integrated macroalgae aquaculture into their viewer because much of the original data used to build the viewer are now on local servers.

Resources

As previously described, different development architectures have differing construction costs and maintenance plans. Custom-built map viewers are generally the most expensive and time consuming, whereas prepackaged development interfaces yield rapid map viewer development. Prepackaged interfaces may limit flexibility though, concerning data integration and functionality. Regardless of available funding level, ease of use, simplicity of the user interface, accuracy of the data and information, and provision of user guides should be prioritized within any map viewer development plan (Fu 2016). As users may have shellfish aquaculture and/or map viewer experience spanning the spectrum from novice to expert, clear instructions, tutorials, and user guides are an essential component to be included within the map viewer. Accurate estimation of time required to fully develop the tool and needed functional components should be prioritized in early stages of tool planning. In doing so, the map viewer development team can establish a phased time line for the viewer, informing decisions regarding key functions, operational data layers, pop-ups, and integrated tasks that are reasonable within the available resources.

Upkeep

Map viewer maintenance in the short term (months) and long term (years) should be discussed during early stages of map viewer development. Questions to be asked among the project team include "How will the map viewer and associated data be maintained and updated?" and "Is further funding available if the map viewer is being built through a grant?" Without a long-term maintenance plan, map viewers can become outdated, obsolete, or exhibit reduced functionality because of updates or changes in the underlying software. These challenges apply not only to the map viewer application but also to associated data layers and data web services. Before developing an online map viewer, establishment of a long-term maintenance plan for all aspects and components of the tool is essential. A plan for customer inquiries, technical support, and outreach with industry and regulators are all important to the long-term success of the map viewer.

Data Requirements

The types of data layers within shellfish aquaculture map viewers can provide insight into the type of information regulatory agencies need to know with regard to permitting decisions. Some shellfish map viewers may have data gaps (e.g., sea turtle movements), making shellfish permitting and opportunity assessment a more complex process, which may reach beyond the scope of the viewer. In this review, supplementary data layers were present in some map viewers and added additional value to shellfish permitting, serving as an additional site screening aid for prospective applicants. For example, some states include oceanographic data for parameters that could influence where shellfish aquaculture could be sited based on biophysical considerations, such as seasonal salinity or water temperature (e.g., Alabama Shellfish Aquaculture Siting Tool; Appendix 1). By contrast, some states incorporate fewer data layers, focusing only on boundaries, management areas, and other constraints, which convey where shellfish aquaculture operations may not be sited (e.g., Rhode Island Shellfish Harvest Restrictions Map; Appendix 1).

After reviewing the data layers found in each shellfish aquaculture map viewer, a comprehensive list of operational data layers was developed detailing the most relevant data to include within a shellfish aquaculture map viewer (Table 1). This list is based on the results of this review and the literature reviewed, in addition to the authors' related shellfish aquaculture siting expertise regarding which spatial data layers best address opportunity and risk for shellfish aquaculture development. Administrative boundaries are a necessary category of data to include within a shellfish aquaculture map viewer for site screening (Nath et al. 2000). For example, prospective applicants must differentiate between state and federal waters because of the differences in permitting processes, and must also be aware of other regulated zones (e.g., military areas and other restricted areas documented within the NOAA Raster Nautical Chart (RNC) or other authoritative sources). The RNC is the most frequently updated (weekly) ocean use map available for the United States. The RNC provides all major obstructions (e.g., shipwrecks, energy industry infrastructure, rocks, and aquaculture), aids (e.g., lights, buoys, beacons, and signals), routes, and areas to avoid for navigation, depths, danger zones and restricted areas, submarine cables, major pipelines, natural and cultural features, and boundaries and limits (US Chart 1 2018).

Overall Conclusions

Given the numerous--often competing--uses of U.S. coastal waters, identifying compatible sites for aquaculture requires compromise and upfront identification of constraints and opportunities for successful siting of operations (Gifford et al. 2011). In the present study, the design architecture, composition of layers and themes, and overall functionality were identified and assessed for 18 state or regional shellfish map viewers across the coastal United States, to identify specific spatial and temporal information presented to stakeholders for decision-making purposes. The review revealed varying levels of complexity and usability, but all reviewed map viewers provided visualizations of geospatial data informing siting of, and permitting decisions regarding, shellfish aquaculture operations. Most map viewers have been developed in the last 5 to 10 years as online GIS tools have become more readily accessible, and the increased rate of aquaculture growth has required enhanced planning tools. Some map viewers have been established for years (e.g., Connecticut Aquaculture Mapping Atlas) and have evolved over time through integration of new data or functions as needs were identified or new technology became available. Other shellfish aquaculture map viewers only recently entered the public domain (e.g., South Carolina Shellfish Viewer, MA-ShellfaST) and have been developed through partnerships with other states that have shellfish aquaculture map viewers, and further refined through user feedback.

This review of state shellfish map viewers indicates many of the currently available map viewers could incorporate additional useful tools at no additional cost within these platforms. These comprise key characteristics of a functional shellfish map viewer including (1) a user-friendly interface, with a tutorial for how to use the web application; (2) a map viewer that conveys real opportunity, interactions, and risk associated with shellfish aquaculture development in a given area; (3) aquaculture-relevant data and regulatory or legal documentation; and (4) a maintenance plan for sustaining the map viewer's data layers and functions in the short term and long term. General useful functions identified within the analysis include panning, zooming in/out, toggling on/off layers, incorporating a tutorial or user guide, and including pop-ups with additional information and attributes from the data. More specialized functions include the ability to export or print a map, draw a shellfish aquaculture lease area on the map, and import coordinates onto the map.

Application of GIS analysis outputs, or the layers used in decision-making in a map viewer, offers greater confidence to applicants and coastal managers in shellfish siting in state waters (Silva et al. 2011, Bricker et al. 2016). In the case of inclusion of suitability information for shellfish aquaculture, data are intended to further facilitate and direct prospective permit applicants toward selecting sites more likely to be compatible and successfully permitted. Cultural and socioeconomic data can provide useful insights into tribally held areas, as well as culturally or archaeologically important areas (e.g., shipwrecks, National Monuments, and National Marine Sanctuaries), or local economics (WSG 2014). In some cases, areas of use can then be established (e.g., New York Shellfish Aquaculture Lease Program) and easily communicated through a map viewer to stakeholders in a consistent and concerted manner. Map viewers can also convey opportunity for shellfish aquaculture conducive to species-specific parameters (e.g., Alabama Shellfish Aquaculture Siting Tool, MA-ShellfAST) (e.g., depth) and, in some cases, for gear (e.g., surficial sediment type and depth). Conveying major constraints or risk (e.g., Delaware Shellfish Advisory Map) for shellfish siting can improve site selection by mitigating potential space-use conflicts before the permitting processes begins. Overall, map viewers can play a major role in providing key information to guide permitting decisions by state resource managers. Notably, state-scale shellfish map viewers act as a screening platform with enhanced transparency and understanding in the process among all stakeholders. After screening, it is just as notable that stakeholders should travel to the preferred siting areas identified through map viewers, to verify conditions. Those seeking shellfish permits in U.S. coastal states with map viewers are now empowered with tools to make important spatiotemporal decisions before investment of time and money into a low suitability site for shellfish culture to occur.

Through provision of a full suite of tools for making informed shellfish aquaculture siting decisions, map viewers offer stakeholders key information needed to guide business investment and regulatory decisions regarding shellfish aquaculture. Given the reduction in cost, money, and time required to develop map viewers within recent years, continued adoption and refinement of these tools are recommended. Although not all coastal states have shellfish aquaculture map viewers at the time of this review, the rapid growth of the industry and concurrent rise in frequency of shellfish aquaculture map viewer tools (described herein) implemented in the last five plus years indicate a growing recognition of the need for online GIS-based decision support tools within the field. Identification of space available for shellfish aquaculture operations requires a complex, multifaceted process and map viewer tools offer a simplified, user-friendly, and cost effective form of digital communication for education and conflict resolution in the aquaculture siting process. Moreover, these map viewers offer an opportunity to explain the importance of various environmental and space-use factors to the siting process, potentially streamlining the permitting process for coastal managers and applicants.

ACKNOWLEDGMENTS

This work was supported by the National Oceanic and Atmospheric Administration's National Ocean Service, National Centers for Coastal Ocean Science.

LITERATURE CITED

Aguilar-Manjarrez, J., J. M. Kapetsky & D. Soto. 2010. The potential of spatial planning tools to support the ecosystem approach to aquaculture. Expert Workshop. 19-21 November 2008, FAO Fisheries and Aquaculture Proceedings, Rome, Italy. 176 pp.

Aguilar-Manjarrez, J., D. Soto & R. Brummett. 2017. Aquaculture zoning, site selection and area management under the ecosystem approach to aquaculture. A handbook. Washington, DC: Report ACS18071. Rome, Italy: FAO, and World Bank Group. 62 pp.

Anderson, E. J., J. M. Dettmers, J. Diana, K. McCormack, J. A. Morris, D. F. Scarfe, C. Stow & R. A. Stein. 2015. Great lakes netpen commercial aquaculture: a short summary of science. Ann Arbor, MI: Michigan Department of Environmental Quality, Michigan Department of Agriculture and Rural Development, Michigan Department of Environmental Resources. 39 pp.

Bricker, S. B., T. L. Getchis, C. B. Chadwick, C. M. Rose & J. M. Rose. 2016. Integration of ecosystem-based models into an existing interactive web-based tool for improved aquaculture decisionmaking. Aquaculture 453:135-146.

Carlozo, N. 2014. Integrating water quality and coastal resources into marine spatial planning in the Chesapeake and Atlantic Coastal Bays. Annapolis, MD: Maryland Department of Natural Resources, Chesapeake Coastal Service. Report No. 8192014-724.

Center for Land Use Education & Research (CLEAR). 2018. University of Connecticut, CT ECO Aquaculture Map Atlas. Available at: https://cteco.uconn.edu/viewer/index.html?viewer=aquaculture.

Cho, Y. W. C. Lee, S. Hong, H. C. Kim, & J. B. Kim. 2012. GIS-based suitable site selection using habitat suitability index for oyster farms in Geoje-Hansan Bay, Korea. Ocean Coast. Manage. 56:10-16.

Connecticut Department of Agriculture (CDA). 2011. Connecticut Shell Fishing Industry Profile. Available at: http://www.ct.gov/doag/cwp/view.asp?a=1369&q=316994.

Conte, F. S. & A. Ahmadi. 2017. Mermaid: a shellfish sanitation model providing additional metrics for the classification of shellfish growing areas of Virginia (USA), managed by the direct rule method. Am. Soc. Agric. Biol. Eng. 33:825-839.

Calado, H., K. Ng, D. Johnson, L. Sousa, M. Phillips & F. Alves. 2010. Marine spatial planning: lessons learned from the Portuguese debate. Mar. Policy 34:1341-1349.

Ehler, C. & F. Douvere. 2009. Marine spatial planning: a step-by-step approach toward ecosystem-based management. Intergovernmental Oceanographic Commission and Man and the Biosphere Programme. IOC Manual and Guides No. 53, ICAM Dossier No. 6. Paris, France: UNESCO.

Esri. 2018. GIS dictionary-Web Map. Available at: https://support.Esri.com/en/other-resources/gis-dictionary/term/web%20map.

FAO. 2016. The state of world fisheries and aquaculture 2016 (SOFIA). Rome, Italy: FAO. 200 pp.

FAO. 2018. Global aquaculture production 1950-2016: statistical query results. Rome, Italy: FAO. Available at: http://www.fao.org/figis/servlet/TabLandArea?tb_ds=Aquaculture&tb_mode=TABLE&tb_act=SELECT&tb_grp=COUNTRY.

Food and Drug Administration (FDA). 2018. Equivalence determination regarding the European Union Food Safety Control System for raw Bivalve Molluscan shellfish. Agency Docket No. FDA-2018-N-0810, 2018-04772.7 pp.

Fu, P. 2016. Getting to know web GIS, 2"d edition. Redlands, CA: Esri Press. 409 pp.

Gentry, R. R., S. E. Lester, C. V. Kappel, C. White, T. W. Bell, J. Stevens & S. D. Gaines. 2017. Offshore aquaculture: spatial planning principles for sustainable development. Ecol. Evol. 7:733-743.

Gentry, R. R., H. K. Alleway, M. J. Bishop, C. L. Gillies, T. Waters & R. Jones. 2019. Assessing the potential for marine aquaculture to contribute to ecosystem services. Rev. Aquacult. 1-14. doi: 10.1111/raq.12328.

Greenhawk, K. 2013. Maryland Shellfish Aquaculture Siting Tool. College Park, MD: Maryland Department of Natural Resources, University of Maryland. 16 pp.

Knapp, G. & M. Rubino. 2016. The political economics of marine aquaculture in the United States. Rev. Fish. Sci Aquac. 24:213-229.

Lester, S. E., R. B. Gentry, C. V. Kappel, C. White & S. Gaines. 2018. Opinion: offshore aquaculture in the United States: untapped potential in need of smart policy. Proc Natl Acad Sci USA. 115:7162-7165.

Longdill, P. C., T. R. Healy & K. P. Black. 2008. An integrated GIS approach for sustainable aquaculture management area site selection. Ocean Coast. Manage. 51:612-624.

Nath, S. S., J. P. Boite, L. G. Ross & J. Aguilar-Manjarrez. 2000. Applications of geographical information systems (GIS) for spatial decision support in aquaculture. Aquacult. Eng. 23:233-278.

National Marine Fisheries Service (NMFS). 2017. Fisheries of the

United States, 2016. U.S. Department of Commerce, NOAA Current Fishery Statistics No. 2016. Available at: https://www.st.nmfs.noaa.gov/commercial-fisheries/fus/fus16/index.

National Marine Fisheries Service (NMFS). 2018. Imports and Exports of Fishery Products Annual Summary, 2017. NOAA Fisheries Current Fisheries Statistics No. 2017-2. 29 pp.

National Shellfish Sanitation Program (NSSP). 2015. Guide for the control of Molluscan shellfish 2015 revision. White Oak, MD: U.S. Food & Drug Administration. 445 pp. Available at: https://www.fda.gov/downloads/food/guidanceregulation/federalstatefoodprograms/ucm505093.pdf.

National Shellfish Sanitation Program (NSSP). 2017. Guide for control of Molluscan shellfish 2017 revision. White Oak, MD: U.S. Food & Drug Administration. 489 pp. Available at: https://www.fda.gov/downloads/Food/GuidanceRegulation/FederalStateFoodPrograms/UCM623551.pdf.

New England Aquarium (NEAQ) Anderson Cabot Center for Ocean

Life. 2018. Massachusetts Shellfish Aquaculture Siting Tool (MA-ShellfAST). Available at: https://accolneaq.maps.arcgis.com/apps/Cascade/index.html?appid=fc96cff0ce4247f8bea2fb490327a55a.

O'Connell, T. 2018. Evaluation of U.S. shellfish aquaculture permitting systems: recommendations to improve permitting efficiencies and industry development. Silver Spring, MD: Earth Resource Technology, Inc., for NOAA Fisheries. 27 pp.

Pinarbas, K., I. Galparsoro, A. Borja, V. Stelzenmuller, C. N. Ehler & A. Gimpel. 2017. Decision support tools in marine spatial planning: present applications, gaps and future perspectives. Mar. Policy 83:83-91.

Ross, L. G., T. C. Telfer, L. Falconer, D. Soto & J. Aguilar-Manjarrez, eds. 2013. Site selection and carrying capacities for inland and coastal aquaculture. FAO/Institute of Aquaculture, University of Stirling, Expert Workshop, 6-8 December 2010. Stirling, the United Kingdom of Great Britain and Northern Ireland. Rome, Italy: FAO Fisheries and Aquaculture Proceedings No. 21.46 pp.

Shumway, S. E. 2011. Shellfish aquaculture and the environment. Ames, IA: John Wiley & Sons, Inc. 507 pp.

Silva, C., J. G. Ferreira, S. B. Bricker, T. A. DelValls, M. L. Martin-Diaz & E. Yanez. 2011. Site selection for shellfish aquaculture by means of GIS and farm-scale models, with an emphasis on datapoor environments. Aquaculture 318:444-457.

Stelzenmuller, V., A. Gimpel, M. Gopnik & K. Gee. 2017. Aquaculture site selection and marine spatial planning: the roles of GIS-based tools and models. In: Buck, B. H. & R. Langan, editors. Aquaculture perspective of multi-use sites in the open ocean. Springer International Publishing. 404 pp.

University of Connecticut Center for Land Use Education and Research (CLEAR). 2018. Connecticut Aquaculture Mapping Atlas. Available at: https://ctecd.uconn.edu/viewer/index.html?viewer=aquaculture.

National Oceanic and Atmospheric Administration (NOAA) and the Department of Defense (DOD), National Geospatial-Intelligence Agency. 2018. U.S. Chart Number I. Symbols, Abbreviations, and Terms used on Paper and Electronic Navigational Charts. 132 pp. Available at: https://nauticalcharts.noaa.gov/publications/docs/us-chart-1/ChartNo1.pdf.

U.S. Environmental Protection Agency (USEPA). 2018. U.S. EPA Office of Research and Development and Environmental Council of the States: Partners for Meeting State Research Needs August 2018 Update. 109 pp. Available at: https://www.epa.gov/sites/production/files/2018-08/documents/state_stories_august_2018_edition_Im_0.pdf.

Washington Sea Grant (WSG). 2014. Ecology and Economics of Shellfish Aquaculture in Washington State. Interim Progress Report to the Washington State Legislature. 15 pp.

LISA C. WICKLIFFE, (1*) VIRGINIA C. CROTHERS, (1) SETH J. THEUERKAUF, (1) KENNETH L. RILEY (2) AND JAMES A. MORRIS, JR. (2)

(1) CSS, Inc. under contract to National Oceanic and Atmospheric Administration, National Ocean Service, National Centers for Coastal Ocean Science, 101 Pivers Island Rd., Beaufort, NC 28516; (2) National Oceanic and Atmospheric Administration, National Ocean Service, National Centers for Coastal Ocean Science, 101 Pivers Island Rd., Beaufort, NC 28516

(*) Corresponding author. E-mail: lisa.wickliffe@noaa.gov

DOI: 10.2983/035.038.0201
TABLE 1.
Layers that were identified as the most necessary and useful data
layers to include in a shellfish map viewer, based on analysis and
professional knowledge and expertise.

Infrastructure          Shellfish resources    Oceanographic
                          (*)                    /biophysical

Danger zones and        Shellfish riparian     Bathymetry or depth
  restricted areas        leases                 contours
Military operating      Shellfish management   Surface/bottom salinity
  areas                   areas
Unexploded ordnances    Shellfish suitability  Surface/bottom water
                          areas                  temperature
Shipping fairways and   Commercial             Surface/bottom current
  ferry pathways          shellfish-growing     speed and direction
                          areas
Energy infrastructure   Closed shellfish       Significant wave height
                          areas
Coastal maintained      Shellfish patrol       Dissolved nutrients
  channels                areas                 (nitrate, phosphate,
                                                and silicate)
Anchorage areas and     Recreational           Chlorophyll a
  turning basins         shellfish harvest
                         areas
Marinas and public      Closed recreational    Dissolved oxygen
  boat ramps              shellfish harvest
                          areas
Ocean disposal sites    Shellfish protection   Turbidity and light
                          districts              attenuation
Wastewater treatment    Public oyster reefs    Freshwater inputs (USGS
  outfalls and sewer                             stream gauges)
  lines
On-site sewage systems  Oyster                 Tidal differential and
                          material--planting      flushing rates
                          areas
Pipelines and pipeline  Existing aquaculture   pH
  areas                   leases
Submarine cables and                           1,000-ft-high water mark
  areas                                          buffer
Shipwrecks and
  artificial reefs
Fixed fishing devices
AIS vessel density
Beach nourishment

Infrastructure          Biological             Geomorphological

Danger zones and        Critical habitat       Substrate type
  restricted areas
Military operating      Essential fish         Slope factor
  areas                   habitat (EFH)
Unexploded ordnances    Habitat Areas of
                          Particular Concern
                          (HAPC)
Shipping fairways and   Marine protected       Cultural
  ferry pathways          areas (MPAs)

Energy infrastructure   National wetland       Tribal resources
                         inventory (NWI)
Coastal maintained      State reserves         Archaeologically
  channels                                       sensitive areas
Anchorage areas and     Harmful algal          National marine
  turning basins          blooms (HAB)           sanctuaries (NMS)
                          type,
                          concentration,
                          and frequency
Marinas and public      SAV and/or kelp        State parks and state
  boat ramps              beds                   beaches
Ocean disposal sites    303(d) impairments     Administrative
                                                 boundaries
Wastewater treatment    Water                  Federal/ state waters
  outfalls and sewer      quality--monitoring     boundary (SLA)
  lines                   stations
On-site sewage systems  State or local         State counties
                          protected species

Pipelines and pipeline  Cetacean Biologically  NOAA raster nautical
  areas                   Important              chart (RNC)
                          Areas (BIA)
Submarine cables and    Sea turtle home
  areas                   ranges
Shipwrecks and          Seabird nesting areas
  artificial reefs
Fixed fishing devices   Protected species
                          population
                          densities
AIS vessel density
Beach nourishment

These layers express both opportunity and risk in terms of identifying
potential aquaculture farm sites. An asterisk (*) indicates the layers
presented are specifically related to shellfish management within a
state or region. Sources of aquaculture-relevant data in addition to
the reviewed shellfish map viewers: Longdill et al. (2008), Ehler and
Douvere (2009), Nath et al. (2000), Ross et al. (2013), Bricker et al.
(2016), Aguilar-Manjarrez et al. (2017).

APPENDIX 1.
Available map viewers and other shellfish resources.

      State-level shellfish               Online URL
     aquaculture map viewer

Alabama Shellfish Aquaculture     https://aldcnr.maps.arcgis.com/apps
  Siting Tool                     /webappviewer/index.html?id=a32dad8da
                                  cd249ea86bcb80dd951a424
Connecticut Aquaculture Mapping   http://clear3.uconn.edu/aquaculture/
  Atlas
Delaware Shellfish Advisory Map   http://dnrec.maps.arcgis.com/apps
                                  /OnePane/basicviewer/index.html?appid
                                  =bb37754f376349198c76e2cba80732bd
Georgia DNR Outdoor Map           https://georgiaoutdoormap.com/
Maine Department of Marine        https://www.maine.gov/dmr/aquaculture
  Resources Aquaculture Map       /leases/aquaculturemap.html
Maryland Aquaculture Siting Tool  http://gisapps.dnr.state.md.us
                                  /Aquaculture/index.html
Massachusetts OLIVER MassGIS      http://maps.massgis.state.ma.us/map_
  Online Mapping Tool             ol/oliver.php
Massachusetts ShellfAST           https://marinegistest.maps.arcgis.com
                                  /apps/Cascade/index.html?appid=fc96cf
                                  f0ce4247f8bea2f6490327a55a
New Hampshire Shellfish Harvest   https://www4.des.state.nh.us/Coastal
  Areas Map                       Atlas/Shellfish_Map.html
New Jersey DEP GeoWeb             https://njwebmap.state.nj.us/NJGeoWeb
                                  /WebPages/Map/FundyViewer.aspx
New York Shellfish Aquaculture    http://gis3.suffolkcountyny.gov
  Lease Program (Suffolk County)  /shellfish/
NOAA Chesapeake Bay Office        http://science.ncbo.noaa.gov/odst/
  Oyster Decision Support Tool
North Carolina Shellfish Siting   http://www.arcgis.com/home/webmap
  Tool                            /viewer.html?webmap=93a82e7f61e44d596
                                  7c27fae3fcf2491
Rhode Island Shellfish Harvest    http://ridemgis.maps.arcgis.com/apps
  Restrictions Map                /webappviewer/index.html?id=1l0a7a4ae
                                  c914a3492117e9848fe67da
South Carolina Mariculture        https://scdnr.maps.arcgis.com/apps
  Siting Map Application          /webappviewer/index.html?id=d7cce8c82
                                  72b4a36a8324fb5cc1833a7
Texas Shellfish Harvest Area      https://dshscpd.maps.arcgis.com/apps
  Viewer                          /View/index.html?appid=742f69f058f444
                                  db9a997e2dd3c20954
Virginia Marine Resources         https://webapps.mrc.virginia.gov
  Commission Chesapeake Bay Map   /public/maps/chesapeakebay_map.php
Washington State Commercial       https://fortress.wa.gov/doh/eh/maps
  Shellfish Map Viewer            /OSWPViewer/index.html

Information for shellfish aquaculture for states currently without a
map viewer.

Shellfish aquaculture resource      Online URL

Alaska Division of Environmental    https://dec.alaska.gov/eh/fss
 Health Shellfish Information       /shellfish/
Alaska Department of Fish and       http://www.adfg.alaska.gov/index.
 Game Commercial Shellfish          cfm?adfg=CommercialBy
 Area Maps                          Fisheryshellfish.shellfishmaps
California Shellfish Regulation     https://www.cdph.ca.gov/Programs
                                    /CEH/DRSEM/Pages/EMB/Shellfish
                                    /Shellfish-Program.aspx
Florida Division of Aquaculture     https://www.freshfromflorida.com
 Online Resources                   /Divisions-Offices/Aquaculture
Florida Department of               https://www.freshfromflorida.com
 Agriculture and Consumer           /Business-Services/Aquaculture
 Services Shellfish Harvesting      /Shellfish-Harvesting-Area
 Area Maps                          -Classification/Shellfish
                                    -Harvesting-Area-Maps
Florida Department of               https://www.freshfromflorida.com
  Agriculture and Consumer          /es/Business-Services/Aquaculture
  Services Aquaculture Best         /Aquaculture-Certificate-of
  Management Practices              -Registration/Aquaculture-Best
                                    -Management-Practices
Louisiana Department of             http://www.wlf.louisiana.gov
 Wildlife and Fisheries             /fishing/commerical-oyster-licenses
 Commercial Harvest License         -and-permits
 /Permit Information
Mississippi Department of           http://www.dmr.ms.gov/index.php
 Marine Resources Shellfish         /marine-fisheries/shellfish
 Information
Oregon Department of Fish           http://www.dfw.state.or.us/mrp
 and Wildlife Shellfish and         /shellfish/seacor/
 Estuarine Assessment of
 Coastal Oregon
Oregon Fishing License Information  http://www.eregulations.com/oregon
                                    /fishing/license-information/
COPYRIGHT 2019 National Shellfisheries Association, Inc.
No portion of this article can be reproduced without the express written permission from the copyright holder.
Copyright 2019 Gale, Cengage Learning. All rights reserved.

Article Details
Printer friendly Cite/link Email Feedback
Author:Wickliffe, Lisa C.; Crothers, Virginia C.; Theuerkauf, Seth J.; Riley, Kenneth L.; Morris, James A.,
Publication:Journal of Shellfish Research
Geographic Code:1U5MD
Date:Aug 1, 2019
Words:8155
Previous Article:MOLLUSCAN ASSEMBLAGES IN ROCK POOLS ON SANDSTONE REEFS: LOCAL AND BETWEEN POOLS VARIABILITY.
Next Article:EXTRINSIC FACTORS AND MARINE BIVALVE MASS MORTALITIES: AN OVERVIEW.
Topics:

Terms of use | Privacy policy | Copyright © 2020 Farlex, Inc. | Feedback | For webmasters